{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 分析图像"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{\"categories\": [{\"name\": \"outdoor_stonerock\", \"score\": 0.765625, \"detail\": {\"landmarks\": []}}], \"color\": {\"dominantColorForeground\": \"Grey\", \"dominantColorBackground\": \"Blue\", \"dominantColors\": [\"Blue\", \"Grey\"], \"accentColor\": \"30519B\", \"isBwImg\": false, \"isBWImg\": false}, \"description\": {\"tags\": [\"outdoor\", \"building\", \"stone\", \"brick\", \"man\", \"walking\", \"sitting\", \"side\", \"bench\", \"old\", \"mountain\", \"standing\", \"large\", \"sheep\", \"people\", \"riding\"], \"captions\": [{\"text\": \"a stone building\", \"confidence\": 0.8771389491008994}]}, \"requestId\": \"ed87dbec-5f80-4d42-983f-5489b3f9b9fe\", \"metadata\": {\"height\": 455, \"width\": 474, \"format\": \"Jpeg\"}}\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import requests\n",
    "# If you are using a Jupyter notebook, uncomment the following line.\n",
    "# %matplotlib inline\n",
    "import matplotlib.pyplot as plt\n",
    "import json\n",
    "from PIL import Image\n",
    "from io import BytesIO\n",
    "\n",
    "# Add your Computer Vision subscription key and endpoint to your environment variables.\n",
    "#if 'COMPUTER_VISION_SUBSCRIPTION_KEY' in os.environ:\n",
    "#   subscription_key = os.environ['COMPUTER_VISION_SUBSCRIPTION_KEY']\n",
    "#else:\n",
    "   #  print(\"\\nSet the COMPUTER_VISION_SUBSCRIPTION_KEY environment variable.\\n**Restart your shell or IDE for changes to take effect.**\")\n",
    "     #sys.exit()\n",
    "\n",
    "endpoint = \"https://jimmyapi.cognitiveservices.azure.com/\"#https://{endpoint}/vision/v3.0/read/analyze[?language]\n",
    "# if 'COMPUTER_VISION_ENDPOINT' in os.environ:\n",
    "#     endpoint = os.environ['COMPUTER_VISION_ENDPOINT']\n",
    "subscription_key = \"cad07e4a6af3446bbcf284e02145a11b\"\n",
    "\n",
    "# base url\n",
    "analyze_url =\"https://cjn813.cognitiveservices.azure.com/vision/v2.1/analyze\"#\"https://cjn813.cognitiveservices.azure.com/vision/v3.0/read/analyze[?language]\" \"https://cjn813.cognitiveservices.azure.com/vision/v2.1/analyze\"\n",
    "\n",
    "# Set image_url to the URL of an image that you want to analyze.\n",
    "image_url = \"https://gitee.com/ljwennn/api-job/raw/master/image/changcheng.jpg\"\n",
    "\n",
    "headers = {'Ocp-Apim-Subscription-Key': subscription_key}\n",
    "# 参数\n",
    "params = {'visualFeatures': 'Categories,Description,Color'}\n",
    "# 请求主体body\n",
    "data = {'url': image_url}\n",
    "response = requests.post(analyze_url, headers=headers,\n",
    "                         params=params, json=data)\n",
    "response.raise_for_status()\n",
    "\n",
    "# The 'analysis' object contains various fields that describe the image. The most\n",
    "# relevant caption for the image is obtained from the 'description' property.\n",
    "analysis = response.json()\n",
    "print(json.dumps(response.json()))\n",
    "image_caption = analysis[\"description\"][\"captions\"][0][\"text\"].capitalize()\n",
    "\n",
    "# Display the image and overlay it with the caption.\n",
    "image = Image.open(BytesIO(requests.get(image_url).content))\n",
    "plt.imshow(image)\n",
    "plt.axis(\"off\")\n",
    "_ = plt.title(image_caption, size=\"x-large\", y=-0.1)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "ename": "SyntaxError",
     "evalue": "(unicode error) 'unicodeescape' codec can't decode bytes in position 2-3: truncated \\UXXXXXXXX escape (<ipython-input-5-63842cd64cad>, line 23)",
     "output_type": "error",
     "traceback": [
      "\u001b[1;36m  File \u001b[1;32m\"<ipython-input-5-63842cd64cad>\"\u001b[1;36m, line \u001b[1;32m23\u001b[0m\n\u001b[1;33m    image_path = \"C:\\Users\\remax\\Desktop\\changucheng.jpg\"\u001b[0m\n\u001b[1;37m                 ^\u001b[0m\n\u001b[1;31mSyntaxError\u001b[0m\u001b[1;31m:\u001b[0m (unicode error) 'unicodeescape' codec can't decode bytes in position 2-3: truncated \\UXXXXXXXX escape\n"
     ]
    }
   ],
   "source": [
    "import os\n",
    "import sys\n",
    "import requests\n",
    "# If you are using a Jupyter notebook, uncomment the following line.\n",
    "# %matplotlib inline\n",
    "import matplotlib.pyplot as plt\n",
    "from PIL import Image\n",
    "from io import BytesIO\n",
    "\n",
    "# Add your Computer Vision subscription key and endpoint to your environment variables.\n",
    "# if 'COMPUTER_VISION_SUBSCRIPTION_KEY' in os.environ:\n",
    "#     subscription_key = os.environ['COMPUTER_VISION_SUBSCRIPTION_KEY']\n",
    "# else:\n",
    "#     print(\"\\nSet the COMPUTER_VISION_SUBSCRIPTION_KEY environment variable.\\n**Restart your shell or IDE for changes to take effect.**\")\n",
    "#     sys.exit()\n",
    "\n",
    "# if 'COMPUTER_VISION_ENDPOINT' in os.environ:\n",
    "#     endpoint = os.environ['COMPUTER_VISION_ENDPOINT']\n",
    "\n",
    "# analyze_url = endpoint + \"vision/v2.1/analyze\"\n",
    "\n",
    "# Set image_path to the local path of an image that you want to analyze.\n",
    "image_path = \"C:\\Users\\remax\\Desktop\\changucheng.jpg\"\n",
    "# Read the image into a byte array\n",
    "image_data = open(image_path, \"rb\").read()\n",
    "headers = {'Ocp-Apim-Subscription-Key': \"dd748cf10bf9404399e5416d9399e218\",\n",
    "           'Content-Type': 'application/octet-stream'}\n",
    "params = {'visualFeatures': 'Categories,Description,Color'}\n",
    "response = requests.post(\n",
    "    analyze_url, headers=headers, params=params, data=image_data)\n",
    "response.raise_for_status()\n",
    "\n",
    "# The 'analysis' object contains various fields that describe the image. The most\n",
    "# relevant caption for the image is obtained from the 'description' property.\n",
    "analysis = response.json()\n",
    "print(analysis)\n",
    "image_caption = analysis[\"description\"][\"captions\"][0][\"text\"].capitalize()\n",
    "\n",
    "# Display the image and overlay it with the caption.\n",
    "image = Image.open(BytesIO(image_data))\n",
    "plt.imshow(image)\n",
    "plt.axis(\"off\")\n",
    "_ = plt.title(image_caption, size=\"x-large\", y=-0.1)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 生成缩略图"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Thumbnail is 100-by-100\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import os\n",
    "import sys\n",
    "import requests\n",
    "# If you are using a Jupyter notebook, uncomment the following line.\n",
    "# %matplotlib inline\n",
    "import matplotlib.pyplot as plt\n",
    "from PIL import Image\n",
    "from io import BytesIO\n",
    "\n",
    "# Add your Computer Vision subscription key and endpoint to your environment variables.\n",
    "# if 'COMPUTER_VISION_SUBSCRIPTION_KEY' in os.environ:\n",
    "#     subscription_key = os.environ['COMPUTER_VISION_SUBSCRIPTION_KEY']\n",
    "# else:\n",
    "#     print(\"\\nSet the COMPUTER_VISION_SUBSCRIPTION_KEY environment variable.\\n**Restart your shell or IDE for changes to take effect.**\")\n",
    "#     sys.exit()\n",
    "\n",
    "# if 'COMPUTER_VISION_ENDPOINT' in os.environ:\n",
    "#     endpoint = os.environ['COMPUTER_VISION_ENDPOINT']\n",
    "\n",
    "thumbnail_url = \"https://cjn813.cognitiveservices.azure.com/vision/v2.1/generateThumbnail\"\n",
    "\n",
    "# Set image_url to the URL of an image that you want to analyze.\n",
    "image_url = \"https://gitee.com/ljwennn/api-job/raw/master/image/changcheng.jpg\"\n",
    "\n",
    "headers = {'Ocp-Apim-Subscription-Key':  \"e33e05cf8a914c73b9a740cab41e61cc\"}\n",
    "params = {'width': '100', 'height': '100', 'smartCropping': 'true'}\n",
    "data = {'url': image_url}\n",
    "response = requests.post(thumbnail_url, headers=headers,\n",
    "                         params=params, json=data)\n",
    "response.raise_for_status()\n",
    "\n",
    "thumbnail = Image.open(BytesIO(response.content))\n",
    "\n",
    "# Display the thumbnail.\n",
    "plt.imshow(thumbnail)\n",
    "plt.axis(\"off\")\n",
    "\n",
    "# Verify the thumbnail size.\n",
    "print(\"Thumbnail is {0}-by-{1}\".format(*thumbnail.size))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 提取文本（读取API）"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{\n",
      "    \"status\": \"running\",\n",
      "    \"createdDateTime\": \"2020-10-24T12:31:41Z\",\n",
      "    \"lastUpdatedDateTime\": \"2020-10-24T12:31:41Z\"\n",
      "}\n",
      "{\n",
      "    \"status\": \"succeeded\",\n",
      "    \"createdDateTime\": \"2020-10-24T12:31:41Z\",\n",
      "    \"lastUpdatedDateTime\": \"2020-10-24T12:31:42Z\",\n",
      "    \"analyzeResult\": {\n",
      "        \"version\": \"3.0.0\",\n",
      "        \"readResults\": [\n",
      "            {\n",
      "                \"page\": 1,\n",
      "                \"angle\": 0.5417,\n",
      "                \"width\": 650,\n",
      "                \"height\": 433,\n",
      "                \"unit\": \"pixel\",\n",
      "                \"lines\": [\n",
      "                    {\n",
      "                        \"boundingBox\": [\n",
      "                            182,\n",
      "                            130,\n",
      "                            338,\n",
      "                            131,\n",
      "                            339,\n",
      "                            185,\n",
      "                            179,\n",
      "                            183\n",
      "                        ],\n",
      "                        \"text\": \"Good\",\n",
      "                        \"words\": [\n",
      "                            {\n",
      "                                \"boundingBox\": [\n",
      "                                    193,\n",
      "                                    130,\n",
      "                                    337,\n",
      "                                    131,\n",
      "                                    337,\n",
      "                                    185,\n",
      "                                    193,\n",
      "                                    184\n",
      "                                ],\n",
      "                                \"text\": \"Good\",\n",
      "                                \"confidence\": 0.986\n",
      "                            }\n",
      "                        ]\n",
      "                    },\n",
      "                    {\n",
      "                        \"boundingBox\": [\n",
      "                            277,\n",
      "                            203,\n",
      "                            479,\n",
      "                            203,\n",
      "                            479,\n",
      "                            268,\n",
      "                            277,\n",
      "                            268\n",
      "                        ],\n",
      "                        \"text\": \"Night!\",\n",
      "                        \"words\": [\n",
      "                            {\n",
      "                                \"boundingBox\": [\n",
      "                                    290,\n",
      "                                    205,\n",
      "                                    478,\n",
      "                                    206,\n",
      "                                    477,\n",
      "                                    268,\n",
      "                                    292,\n",
      "                                    269\n",
      "                                ],\n",
      "                                \"text\": \"Night!\",\n",
      "                                \"confidence\": 0.963\n",
      "                            }\n",
      "                        ]\n",
      "                    }\n",
      "                ]\n",
      "            }\n",
      "        ]\n",
      "    }\n",
      "}\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 提取文本（读取API）\n",
    "\n",
    "import json\n",
    "import os\n",
    "import sys\n",
    "import requests\n",
    "import time\n",
    "%matplotlib inline\n",
    "import matplotlib.pyplot as plt\n",
    "from matplotlib.patches import Polygon\n",
    "from PIL import Image\n",
    "from io import BytesIO\n",
    "\n",
    "text_recognition_url = \"https://jimmyapi.cognitiveservices.azure.com/vision/v3.0/read/analyze\"\n",
    "\n",
    "# Set image_url to the URL of an image that you want to recognize.\n",
    "image_url = \"https://gitee.com/ljwennn/api-job/raw/master/image/english.jpg\"\n",
    "\n",
    "headers = {'Ocp-Apim-Subscription-Key': \"cad07e4a6af3446bbcf284e02145a11b\"}\n",
    "data = {'url': image_url}\n",
    "response = requests.post(text_recognition_url, headers=headers, json=data)\n",
    "response.raise_for_status()\n",
    "\n",
    "# Extracting text requires two API calls: One call to submit the\n",
    "# image for processing, the other to retrieve the text found in the image.\n",
    "\n",
    "# Holds the URI used to retrieve the recognized text.\n",
    "operation_url = response.headers[\"Operation-Location\"]\n",
    "\n",
    "# The recognized text isn't immediately available, so poll to wait for completion.\n",
    "analysis = {}\n",
    "poll = True\n",
    "while (poll):\n",
    "    response_final = requests.get(\n",
    "        response.headers[\"Operation-Location\"], headers=headers)\n",
    "    analysis = response_final.json()\n",
    "    \n",
    "    print(json.dumps(analysis, indent=4))\n",
    "\n",
    "    time.sleep(1)\n",
    "    if (\"analyzeResult\" in analysis):\n",
    "        poll = False\n",
    "    if (\"status\" in analysis and analysis['status'] == 'failed'):\n",
    "        poll = False\n",
    "\n",
    "polygons = []\n",
    "if (\"analyzeResult\" in analysis):\n",
    "    # Extract the recognized text, with bounding boxes.\n",
    "    polygons = [(line[\"boundingBox\"], line[\"text\"])\n",
    "                for line in analysis[\"analyzeResult\"][\"readResults\"][0][\"lines\"]]\n",
    "\n",
    "# Display the image and overlay it with the extracted text.\n",
    "image = Image.open(BytesIO(requests.get(image_url).content))\n",
    "ax = plt.imshow(image)\n",
    "for polygon in polygons:\n",
    "    vertices = [(polygon[0][i], polygon[0][i+1])\n",
    "                for i in range(0, len(polygon[0]), 2)]\n",
    "    text = polygon[1]\n",
    "    patch = Polygon(vertices, closed=True, fill=False, linewidth=2, color='y')\n",
    "    ax.axes.add_patch(patch)\n",
    "    plt.text(vertices[0][0], vertices[0][1], text, fontsize=20, va=\"top\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 360x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "(0.0, 1.0, 0.0, 1.0)"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 5.提取文本（OCR API）\n",
    "\n",
    "import os\n",
    "import sys\n",
    "import requests\n",
    "%matplotlib inline\n",
    "import matplotlib.pyplot as plt\n",
    "from matplotlib.patches import Rectangle\n",
    "from PIL import Image\n",
    "from io import BytesIO\n",
    "\n",
    "ocr_url = \"https://jimmyapi.cognitiveservices.azure.com/vision/v3.1/ocr\"\n",
    "\n",
    "# Set image_url to the URL of an image that you want to analyze.\n",
    "image_url = \"https://gitee.com/ljwennn/api-job/raw/master/image/english.jpg\"\n",
    "\n",
    "headers = {'Ocp-Apim-Subscription-Key': \"cad07e4a6af3446bbcf284e02145a11b\"}\n",
    "params = {'language': 'unk', 'detectOrientation': 'true'}\n",
    "data = {'url': image_url}\n",
    "response = requests.post(ocr_url, headers=headers, params=params, json=data)\n",
    "response.raise_for_status()\n",
    "\n",
    "analysis = response.json()\n",
    "\n",
    "# Extract the word bounding boxes and text.\n",
    "line_infos = [region[\"lines\"] for region in analysis[\"regions\"]]\n",
    "word_infos = []\n",
    "for line in line_infos:\n",
    "    for word_metadata in line:\n",
    "        for word_info in word_metadata[\"words\"]:\n",
    "            word_infos.append(word_info)\n",
    "word_infos\n",
    "\n",
    "# Display the image and overlay it with the extracted text.\n",
    "plt.figure(figsize=(5, 5))\n",
    "image = Image.open(BytesIO(requests.get(image_url).content))\n",
    "ax = plt.imshow(image, alpha=0.5)\n",
    "for word in word_infos:\n",
    "    bbox = [int(num) for num in word[\"boundingBox\"].split(\",\")]\n",
    "    text = word[\"text\"]\n",
    "    origin = (bbox[0], bbox[1])\n",
    "    patch = Rectangle(origin, bbox[2], bbox[3],\n",
    "                      fill=False, linewidth=2, color='y')\n",
    "    ax.axes.add_patch(patch)\n",
    "    plt.text(origin[0], origin[1], text, fontsize=20, weight=\"bold\", va=\"top\")\n",
    "plt.show()\n",
    "plt.axis(\"off\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 使用域模型"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{'result': {'landmarks': [{'name': 'Forbidden City', 'confidence': 0.9999575614929199}]}, 'requestId': 'e4589a26-efa0-4e59-948f-3bd1a6b046b7', 'metadata': {'height': 1514, 'width': 2689, 'format': 'Jpeg'}}\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#6.1 地标\n",
    "import os\n",
    "import sys\n",
    "import requests\n",
    "%matplotlib inline\n",
    "import matplotlib.pyplot as plt\n",
    "from PIL import Image\n",
    "from io import BytesIO\n",
    "\n",
    "landmark_analyze_url = \"https://jimmyapi.cognitiveservices.azure.com/vision/v3.1/models/landmarks/analyze\"\n",
    "\n",
    "# Set image_url to the URL of an image that you want to analyze.\n",
    "image_url = \"https://images.unsplash.com/photo-1587825338028-f1d568e0dbb3?ixlib=rb-1.2.1&ixid=eyJhcHBfaWQiOjEyMDd9&auto=format&fit=crop&w=2689&q=80\"\n",
    "\n",
    "headers = {'Ocp-Apim-Subscription-Key': \"cad07e4a6af3446bbcf284e02145a11b\"}\n",
    "params = {'model': 'landmarks'}\n",
    "data = {'url': image_url}\n",
    "response = requests.post(\n",
    "    landmark_analyze_url, headers=headers, params=params, json=data)\n",
    "response.raise_for_status()\n",
    "\n",
    "# The 'analysis' object contains various fields that describe the image. The\n",
    "# most relevant landmark for the image is obtained from the 'result' property.\n",
    "analysis = response.json()\n",
    "assert analysis[\"result\"][\"landmarks\"] is not []\n",
    "print(analysis)\n",
    "landmark_name = analysis[\"result\"][\"landmarks\"][0][\"name\"].capitalize()\n",
    "\n",
    "# Display the image and overlay it with the landmark name.\n",
    "image = Image.open(BytesIO(requests.get(image_url).content))\n",
    "plt.imshow(image)\n",
    "plt.axis(\"off\")\n",
    "_ = plt.title(landmark_name, size=\"x-large\", y=-0.1)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{'result': {'celebrities': [{'name': 'Tony Leung Chiu Wai', 'confidence': 0.9992210865020752, 'faceRectangle': {'left': 133, 'top': 105, 'width': 102, 'height': 102}}]}, 'requestId': '9877a3b2-ebcd-4a40-aa84-75eb6e34f100', 'metadata': {'height': 459, 'width': 356, 'format': 'Jpeg'}}\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 6.2 名人\n",
    "\n",
    "import requests\n",
    "%matplotlib inline\n",
    "import matplotlib.pyplot as plt\n",
    "from PIL import Image\n",
    "from io import BytesIO\n",
    "\n",
    "# Replace <Subscription Key> with your valid subscription key.\n",
    "subscription_key = \"cad07e4a6af3446bbcf284e02145a11b\"\n",
    "assert subscription_key\n",
    "\n",
    "vision_base_url = \"https://jimmyapi.cognitiveservices.azure.com/vision/v2.1/\"\n",
    "\n",
    "celebrity_analyze_url = vision_base_url + \"models/celebrities/analyze\"\n",
    "\n",
    "# Set image_url to the URL of an image that you want to analyze.\n",
    "image_url = \"https://gitee.com/ljwennn/api-job/raw/master/image/liangchaowei.jpg\"\n",
    "\n",
    "\n",
    "headers = {'Ocp-Apim-Subscription-Key': subscription_key}\n",
    "params = {'model': 'celebrities'}\n",
    "data = {'url': image_url}\n",
    "response = requests.post(\n",
    "    celebrity_analyze_url, headers=headers, params=params, json=data)\n",
    "response.raise_for_status()\n",
    "\n",
    "# The 'analysis' object contains various fields that describe the image. The\n",
    "# most relevant celebrity for the image is obtained from the 'result' property.\n",
    "analysis = response.json()\n",
    "assert analysis[\"result\"][\"celebrities\"] is not []\n",
    "print(analysis)\n",
    "celebrity_name = analysis[\"result\"][\"celebrities\"][0][\"name\"].capitalize()\n",
    "\n",
    "# Display the image and overlay it with the celebrity name.\n",
    "image = Image.open(BytesIO(requests.get(image_url).content))\n",
    "plt.imshow(image)\n",
    "plt.axis(\"off\")\n",
    "_ = plt.title(celebrity_name, size=\"x-large\", y=-0.1)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
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  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
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   "nav_menu": {},
   "number_sections": true,
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   "toc_position": {},
   "toc_section_display": true,
   "toc_window_display": false
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